Made organizational changes suggested by Ryan
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@ -11,40 +11,8 @@
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[propeller.push.instructions.numeric]
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[propeller.push.instructions.polymorphic]
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[propeller.push.instructions.string]
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[propeller.push.instructions.vector]))
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(defn mean [coll]
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(let [sum (apply + coll)
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count (count coll)]
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(if (pos? count)
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(/ sum (float count))
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0)))
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(defn median [coll]
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(let [sorted (sort coll)
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cnt (count sorted)
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halfway (quot cnt 2.0)]
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(if (odd? cnt)
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(nth sorted halfway)
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(let [bottom (dec halfway)
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bottom-val (nth sorted bottom)
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top-val (nth sorted halfway)]
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(mean [bottom-val top-val])))))
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(defn median-absolute-deviation
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[coll]
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(let [median-val (median coll)]
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(median (map #(Math/abs (- % median-val)) coll))))
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(defn epsilon-list
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"Calculates the median absolute deviation of the population."
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[pop]
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(let [error-list (map :errors pop)
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length (count (:errors (first pop)))]
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(loop [epsilons [] i 0]
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(if (= i length)
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epsilons
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(recur (conj epsilons (median-absolute-deviation (map #(nth % i) error-list))) (inc i))))))
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[propeller.push.instructions.vector]
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[propeller.selection :as selection]))
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(defn report
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"Reports information each generation."
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@ -85,7 +53,7 @@
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population))
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best-individual (first evaluated-pop)
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argmap (if (= (:parent-selection argmap) :epsilon-lexicase)
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(assoc argmap :epsilons (epsilon-list evaluated-pop))
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(assoc argmap :epsilons (selection/epsilon-list evaluated-pop))
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argmap)]
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(if (:custom-report argmap)
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((:custom-report argmap) evaluated-pop generation argmap)
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@ -1,4 +1,5 @@
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(ns propeller.selection)
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(ns propeller.selection
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(:require [propeller.tools.math :as math-tools]))
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(defn tournament-selection
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"Selects an individual from the population using a tournament."
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@ -21,6 +22,15 @@
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survivors)
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(rest cases))))))
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(defn epsilon-list
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[pop]
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(let [error-list (map :errors pop)
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length (count (:errors (first pop)))]
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(loop [epsilons [] i 0]
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(if (= i length)
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epsilons
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(recur (conj epsilons (math-tools/median-absolute-deviation (map #(nth % i) error-list))) (inc i))))))
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(defn epsilon-lexicase-selection
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"Selects an individual from the population using epsilon-lexicase selection."
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[pop argmap]
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@ -6,6 +6,29 @@
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(defonce E #?(:clj Math/E
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:cljs js/Math.PI))
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(defn mean [coll]
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(let [sum (apply + coll)
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count (count coll)]
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(if (pos? count)
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(/ sum (float count))
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0)))
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(defn median [coll]
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(let [sorted (sort coll)
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cnt (count sorted)
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halfway (quot cnt 2.0)]
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(if (odd? cnt)
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(nth sorted halfway)
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(let [bottom (dec halfway)
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bottom-val (nth sorted bottom)
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top-val (nth sorted halfway)]
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(mean [bottom-val top-val])))))
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(defn median-absolute-deviation
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[coll]
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(let [median-val (median coll)]
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(median (map #(Math/abs (- % median-val)) coll))))
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(defn abs
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"Returns the absolute value of a number."
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[x]
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@ -60,4 +60,16 @@
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(t/is (m/approx= (m/tan (/ m/PI 4)) 1.0 0.00001))
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(t/is (= (m/tan 0) 0.0)))
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(t/deftest mean-test
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(t/is (= (m/mean []) 0.0))
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(t/is (= (m/mean [1 2 3 4 5]) 3.0))
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(t/is (= (m/mean '(6 7 8 9 10)) 8.0) 8.0))
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(t/deftest median-test
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(t/is (= (m/median [1 2 3 4 5]) 3))
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(t/is (= (m/median '(1 2 3 4 5 6)) 3.5)))
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(t/deftest median-absolute-deviation-test
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(t/is (= (m/median-absolute-deviation [1 2 3 4 5]) 1))
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(t/is (= (m/median-absolute-deviation '(1 2 3 4 5 6)) 1.5)))
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